Dataset statistics
| Number of variables | 28 |
|---|---|
| Number of observations | 1723626 |
| Missing cells | 230662 |
| Missing cells (%) | 0.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 266.3 MiB |
| Average record size in memory | 162.0 B |
Variable types
| Categorical | 10 |
|---|---|
| Numeric | 16 |
| Text | 1 |
| DateTime | 1 |
addr_state has a high cardinality: 51 distinct values | High cardinality |
application_type is highly imbalanced (76.8%) | Imbalance |
emp_length has 109140 (6.3%) missing values | Missing |
emp_title has 121522 (7.1%) missing values | Missing |
annual_inc is highly skewed (γ1 = 517.5385092) | Skewed |
dti is highly skewed (γ1 = 29.57193785) | Skewed |
bc_util has 22674 (1.3%) zeros | Zeros |
chargeoff_within_12_mths has 1709623 (99.2%) zeros | Zeros |
delinq_2yrs has 1393559 (80.9%) zeros | Zeros |
inq_last_6mths has 1022454 (59.3%) zeros | Zeros |
last_fico_range_low has 46252 (2.7%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-08 02:51:42.921747 |
|---|---|
| Analysis finished | 2024-07-08 02:52:18.370852 |
| Duration | 35.45 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
addr_state
Categorical
HIGH CARDINALITY 
| Distinct | 51 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.8 MiB |
| CA | |
|---|---|
| TX | |
| NY | |
| FL | |
| IL | 67521 |
| Other values (46) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3447252 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | NC |
|---|---|
| 2nd row | TX |
| 3rd row | MI |
| 4th row | TX |
| 5th row | NC |
Common Values
| Value | Count | Frequency (%) |
| CA | 243479 | 14.1% |
| TX | 142374 | 8.3% |
| NY | 139295 | 8.1% |
| FL | 123796 | 7.2% |
| IL | 67521 | 3.9% |
| NJ | 61865 | 3.6% |
| PA | 57868 | 3.4% |
| OH | 56692 | 3.3% |
| GA | 56194 | 3.3% |
| NC | 48316 | 2.8% |
| Other values (41) | 726226 |
Length
| Value | Count | Frequency (%) |
| ca | 243479 | 14.1% |
| tx | 142374 | 8.3% |
| ny | 139295 | 8.1% |
| fl | 123796 | 7.2% |
| il | 67521 | 3.9% |
| nj | 61865 | 3.6% |
| pa | 57868 | 3.4% |
| oh | 56692 | 3.3% |
| ga | 56194 | 3.3% |
| nc | 48316 | 2.8% |
| Other values (41) | 726226 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 580883 | |
| N | 389300 | |
| C | 380244 | |
| L | 231861 | 6.7% |
| T | 216961 | 6.3% |
| M | 210067 | 6.1% |
| I | 184275 | 5.3% |
| Y | 159593 | 4.6% |
| O | 158406 | 4.6% |
| X | 142374 | 4.1% |
| Other values (14) | 793288 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3447252 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 580883 | |
| N | 389300 | |
| C | 380244 | |
| L | 231861 | 6.7% |
| T | 216961 | 6.3% |
| M | 210067 | 6.1% |
| I | 184275 | 5.3% |
| Y | 159593 | 4.6% |
| O | 158406 | 4.6% |
| X | 142374 | 4.1% |
| Other values (14) | 793288 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3447252 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 580883 | |
| N | 389300 | |
| C | 380244 | |
| L | 231861 | 6.7% |
| T | 216961 | 6.3% |
| M | 210067 | 6.1% |
| I | 184275 | 5.3% |
| Y | 159593 | 4.6% |
| O | 158406 | 4.6% |
| X | 142374 | 4.1% |
| Other values (14) | 793288 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3447252 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 580883 | |
| N | 389300 | |
| C | 380244 | |
| L | 231861 | 6.7% |
| T | 216961 | 6.3% |
| M | 210067 | 6.1% |
| I | 184275 | 5.3% |
| Y | 159593 | 4.6% |
| O | 158406 | 4.6% |
| X | 142374 | 4.1% |
| Other values (14) | 793288 |
annual_inc
Real number (ℝ)
SKEWED 
| Distinct | 74968 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77830.805 |
| Minimum | 0 |
|---|---|
| Maximum | 1.1 × 108 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 28000 |
| Q1 | 46500 |
| median | 65000 |
| Q3 | 92700 |
| 95-th percentile | 160000 |
| Maximum | 1.1 × 108 |
| Range | 1.1 × 108 |
| Interquartile range (IQR) | 46200 |
Descriptive statistics
| Standard deviation | 121155.26 |
|---|---|
| Coefficient of variation (CV) | 1.5566491 |
| Kurtosis | 430832.1 |
| Mean | 77830.805 |
| Median Absolute Deviation (MAD) | 21500 |
| Skewness | 517.53851 |
| Sum | 1.341512 × 1011 |
| Variance | 1.4678596 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 66595 | 3.9% |
| 50000 | 58612 | 3.4% |
| 65000 | 50309 | 2.9% |
| 70000 | 47848 | 2.8% |
| 80000 | 45837 | 2.7% |
| 40000 | 45448 | 2.6% |
| 75000 | 44824 | 2.6% |
| 45000 | 42113 | 2.4% |
| 55000 | 40028 | 2.3% |
| 100000 | 35834 | 2.1% |
| Other values (74958) | 1246178 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 15 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 20 | 2 | |
| 23 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 110000000 | 1 | |
| 61000000 | 1 | |
| 10999200 | 1 | |
| 9573072 | 1 | |
| 9550000 | 1 | |
| 9522972 | 1 | |
| 9500000 | 1 | |
| 9300000 | 1 | |
| 9225000 | 1 | |
| 9100000 | 1 |
application_type
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.8 MiB |
| Individual | |
|---|---|
| Joint App | 65216 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.9621635 |
| Min length | 9 |
Characters and Unicode
| Total characters | 17171044 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Individual |
|---|---|
| 2nd row | Individual |
| 3rd row | Individual |
| 4th row | Individual |
| 5th row | Individual |
Common Values
| Value | Count | Frequency (%) |
| Individual | 1658410 | |
| Joint App | 65216 | 3.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| individual | 1658410 | |
| joint | 65216 | 3.6% |
| app | 65216 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 3382036 | |
| d | 3316820 | |
| n | 1723626 | |
| I | 1658410 | |
| v | 1658410 | |
| u | 1658410 | |
| a | 1658410 | |
| l | 1658410 | |
| p | 130432 | 0.8% |
| J | 65216 | 0.4% |
| Other values (4) | 260864 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17171044 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 3382036 | |
| d | 3316820 | |
| n | 1723626 | |
| I | 1658410 | |
| v | 1658410 | |
| u | 1658410 | |
| a | 1658410 | |
| l | 1658410 | |
| p | 130432 | 0.8% |
| J | 65216 | 0.4% |
| Other values (4) | 260864 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17171044 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 3382036 | |
| d | 3316820 | |
| n | 1723626 | |
| I | 1658410 | |
| v | 1658410 | |
| u | 1658410 | |
| a | 1658410 | |
| l | 1658410 | |
| p | 130432 | 0.8% |
| J | 65216 | 0.4% |
| Other values (4) | 260864 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17171044 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 3382036 | |
| d | 3316820 | |
| n | 1723626 | |
| I | 1658410 | |
| v | 1658410 | |
| u | 1658410 | |
| a | 1658410 | |
| l | 1658410 | |
| p | 130432 | 0.8% |
| J | 65216 | 0.4% |
| Other values (4) | 260864 | 1.5% |
avg_cur_bal
Real number (ℝ)
| Distinct | 82765 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13476.81 |
| Minimum | 0 |
|---|---|
| Maximum | 555925 |
| Zeros | 606 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1080 |
| Q1 | 3084 |
| median | 7368 |
| Q3 | 18732.75 |
| 95-th percentile | 43192 |
| Maximum | 555925 |
| Range | 555925 |
| Interquartile range (IQR) | 15648.75 |
Descriptive statistics
| Standard deviation | 16166.264 |
|---|---|
| Coefficient of variation (CV) | 1.1995616 |
| Kurtosis | 28.730209 |
| Mean | 13476.81 |
| Median Absolute Deviation (MAD) | 5391 |
| Skewness | 3.4866844 |
| Sum | 2.3228981 × 1010 |
| Variance | 2.6134809 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 606 | < 0.1% |
| 1971 | 224 | < 0.1% |
| 2253 | 222 | < 0.1% |
| 2606 | 216 | < 0.1% |
| 2842 | 216 | < 0.1% |
| 2149 | 215 | < 0.1% |
| 2289 | 213 | < 0.1% |
| 2301 | 213 | < 0.1% |
| 2335 | 212 | < 0.1% |
| 2656 | 212 | < 0.1% |
| Other values (82755) | 1721077 |
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 1 | 52 | < 0.1% |
| 2 | 46 | < 0.1% |
| 3 | 50 | < 0.1% |
| 4 | 26 | < 0.1% |
| 5 | 42 | < 0.1% |
| 6 | 38 | < 0.1% |
| 7 | 29 | < 0.1% |
| 8 | 28 | < 0.1% |
| 9 | 31 | < 0.1% |
| Value | Count | Frequency (%) |
| 555925 | 1 | |
| 502002 | 1 | |
| 498284 | 1 | |
| 497484 | 1 | |
| 478909 | 1 | |
| 477255 | 1 | |
| 466840 | 1 | |
| 463945 | 1 | |
| 463276 | 1 | |
| 447102 | 1 |
bc_util
Real number (ℝ)
ZEROS 
| Distinct | 1473 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.153188 |
| Minimum | 0 |
|---|---|
| Maximum | 339.6 |
| Zeros | 22674 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.4 |
| Q1 | 35.6 |
| median | 60.7 |
| Q3 | 83.5 |
| 95-th percentile | 97.9 |
| Maximum | 339.6 |
| Range | 339.6 |
| Interquartile range (IQR) | 47.9 |
Descriptive statistics
| Standard deviation | 28.722617 |
|---|---|
| Coefficient of variation (CV) | 0.49391302 |
| Kurtosis | -0.99238278 |
| Mean | 58.153188 |
| Median Absolute Deviation (MAD) | 23.8 |
| Skewness | -0.28610558 |
| Sum | 1.0023435 × 108 |
| Variance | 824.98872 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22674 | 1.3% |
| 98 | 4806 | 0.3% |
| 97 | 4508 | 0.3% |
| 99 | 4446 | 0.3% |
| 96 | 4348 | 0.3% |
| 95 | 4054 | 0.2% |
| 94 | 3860 | 0.2% |
| 93 | 3651 | 0.2% |
| 92 | 3559 | 0.2% |
| 91 | 3432 | 0.2% |
| Other values (1463) | 1664288 |
| Value | Count | Frequency (%) |
| 0 | 22674 | |
| 0.1 | 1873 | 0.1% |
| 0.2 | 1650 | 0.1% |
| 0.3 | 1385 | 0.1% |
| 0.4 | 1211 | 0.1% |
| 0.5 | 1155 | 0.1% |
| 0.6 | 1059 | 0.1% |
| 0.7 | 1037 | 0.1% |
| 0.8 | 1004 | 0.1% |
| 0.9 | 937 | 0.1% |
| Value | Count | Frequency (%) |
| 339.6 | 1 | |
| 318.2 | 1 | |
| 255.2 | 1 | |
| 252.3 | 1 | |
| 243.8 | 1 | |
| 235.3 | 1 | |
| 204.6 | 1 | |
| 202.9 | 1 | |
| 202 | 1 | |
| 201.9 | 1 |
chargeoff_within_12_mths
Real number (ℝ)
ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0091075442 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 1709623 |
| Zeros (%) | 99.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.10979191 |
|---|---|
| Coefficient of variation (CV) | 12.055051 |
| Kurtosis | 615.20166 |
| Mean | 0.0091075442 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 18.20006 |
| Sum | 15698 |
| Variance | 0.012054263 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1709623 | |
| 1 | 12787 | 0.7% |
| 2 | 951 | 0.1% |
| 3 | 157 | < 0.1% |
| 4 | 61 | < 0.1% |
| 5 | 20 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 6 | < 0.1% |
| 9 | 6 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1709623 | |
| 1 | 12787 | 0.7% |
| 2 | 951 | 0.1% |
| 3 | 157 | < 0.1% |
| 4 | 61 | < 0.1% |
| 5 | 20 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 6 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 9 | 6 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 6 | < 0.1% |
| 6 | 12 | < 0.1% |
| 5 | 20 | < 0.1% |
| 4 | 61 | < 0.1% |
| 3 | 157 | < 0.1% |
| 2 | 951 | 0.1% |
| 1 | 12787 |
delinq_2yrs
Real number (ℝ)
ZEROS 
| Distinct | 34 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.31646715 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 1393559 |
| Zeros (%) | 80.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.88001455 |
|---|---|
| Coefficient of variation (CV) | 2.7807454 |
| Kurtosis | 60.074987 |
| Mean | 0.31646715 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.6671897 |
| Sum | 545471 |
| Variance | 0.77442561 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1393559 | |
| 1 | 219498 | 12.7% |
| 2 | 63848 | 3.7% |
| 3 | 23322 | 1.4% |
| 4 | 10486 | 0.6% |
| 5 | 5268 | 0.3% |
| 6 | 3011 | 0.2% |
| 7 | 1638 | 0.1% |
| 8 | 1002 | 0.1% |
| 9 | 629 | < 0.1% |
| Other values (24) | 1365 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1393559 | |
| 1 | 219498 | 12.7% |
| 2 | 63848 | 3.7% |
| 3 | 23322 | 1.4% |
| 4 | 10486 | 0.6% |
| 5 | 5268 | 0.3% |
| 6 | 3011 | 0.2% |
| 7 | 1638 | 0.1% |
| 8 | 1002 | 0.1% |
| 9 | 629 | < 0.1% |
| Value | Count | Frequency (%) |
| 39 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 29 | 2 | |
| 28 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 3 | |
| 25 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
dti
Real number (ℝ)
SKEWED 
| Distinct | 9209 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.739791 |
| Minimum | -1 |
|---|---|
| Maximum | 999 |
| Zeros | 957 |
| Zeros (%) | 0.1% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 5.06 |
| Q1 | 11.96 |
| median | 17.87 |
| Q3 | 24.51 |
| 95-th percentile | 33.63 |
| Maximum | 999 |
| Range | 1000 |
| Interquartile range (IQR) | 12.55 |
Descriptive statistics
| Standard deviation | 13.159036 |
|---|---|
| Coefficient of variation (CV) | 0.70219757 |
| Kurtosis | 1933.1568 |
| Mean | 18.739791 |
| Median Absolute Deviation (MAD) | 6.24 |
| Skewness | 29.571938 |
| Sum | 32300391 |
| Variance | 173.16022 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19.2 | 1234 | 0.1% |
| 18 | 1224 | 0.1% |
| 14.4 | 1210 | 0.1% |
| 16.8 | 1203 | 0.1% |
| 13.2 | 1154 | 0.1% |
| 15.6 | 1154 | 0.1% |
| 20.4 | 1121 | 0.1% |
| 12 | 1103 | 0.1% |
| 21.6 | 1076 | 0.1% |
| 10.8 | 1029 | 0.1% |
| Other values (9199) | 1712118 |
| Value | Count | Frequency (%) |
| -1 | 2 | < 0.1% |
| 0 | 957 | |
| 0.01 | 12 | < 0.1% |
| 0.02 | 23 | < 0.1% |
| 0.03 | 14 | < 0.1% |
| 0.04 | 9 | < 0.1% |
| 0.05 | 15 | < 0.1% |
| 0.06 | 25 | < 0.1% |
| 0.07 | 19 | < 0.1% |
| 0.08 | 21 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 84 | |
| 994.4 | 1 | < 0.1% |
| 991.57 | 1 | < 0.1% |
| 962.83 | 1 | < 0.1% |
| 962.12 | 1 | < 0.1% |
| 942.17 | 1 | < 0.1% |
| 917.87 | 1 | < 0.1% |
| 893.1 | 1 | < 0.1% |
| 886.77 | 1 | < 0.1% |
| 879.55 | 1 | < 0.1% |
emp_length
Categorical
MISSING 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 109140 |
| Missing (%) | 6.3% |
| Memory size | 14.8 MiB |
| 10+ years | |
|---|---|
| 2 years | |
| < 1 year | |
| 3 years | |
| 1 year | |
| Other values (6) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.72525 |
| Min length | 6 |
Characters and Unicode
| Total characters | 12472308 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 years |
|---|---|
| 2nd row | 2 years |
| 3rd row | 10+ years |
| 4th row | 3 years |
| 5th row | 4 years |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 571557 | |
| 2 years | 155260 | 9.0% |
| < 1 year | 141144 | 8.2% |
| 3 years | 137934 | 8.0% |
| 1 year | 113352 | 6.6% |
| 5 years | 105963 | 6.1% |
| 4 years | 102600 | 6.0% |
| 6 years | 78203 | 4.5% |
| 8 years | 73749 | 4.3% |
| 7 years | 72300 | 4.2% |
| (Missing) | 109140 | 6.3% |
Length
| Value | Count | Frequency (%) |
| years | 1359990 | |
| 10 | 571557 | |
| 1 | 254496 | 7.6% |
| year | 254496 | 7.6% |
| 2 | 155260 | 4.6% |
| 141144 | 4.2% | |
| 3 | 137934 | 4.1% |
| 5 | 105963 | 3.1% |
| 4 | 102600 | 3.0% |
| 6 | 78203 | 2.3% |
| Other values (3) | 208473 | 6.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1755630 | ||
| y | 1614486 | |
| e | 1614486 | |
| a | 1614486 | |
| r | 1614486 | |
| s | 1359990 | |
| 1 | 826053 | |
| 0 | 571557 | 4.6% |
| + | 571557 | 4.6% |
| 2 | 155260 | 1.2% |
| Other values (8) | 774317 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12472308 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1755630 | ||
| y | 1614486 | |
| e | 1614486 | |
| a | 1614486 | |
| r | 1614486 | |
| s | 1359990 | |
| 1 | 826053 | |
| 0 | 571557 | 4.6% |
| + | 571557 | 4.6% |
| 2 | 155260 | 1.2% |
| Other values (8) | 774317 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12472308 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1755630 | ||
| y | 1614486 | |
| e | 1614486 | |
| a | 1614486 | |
| r | 1614486 | |
| s | 1359990 | |
| 1 | 826053 | |
| 0 | 571557 | 4.6% |
| + | 571557 | 4.6% |
| 2 | 155260 | 1.2% |
| Other values (8) | 774317 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12472308 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1755630 | ||
| y | 1614486 | |
| e | 1614486 | |
| a | 1614486 | |
| r | 1614486 | |
| s | 1359990 | |
| 1 | 826053 | |
| 0 | 571557 | 4.6% |
| + | 571557 | 4.6% |
| 2 | 155260 | 1.2% |
| Other values (8) | 774317 |
emp_title
Text
MISSING 
| Distinct | 408249 |
|---|---|
| Distinct (%) | 25.5% |
| Missing | 121522 |
| Missing (%) | 7.1% |
| Memory size | 26.3 MiB |
Length
| Max length | 42 |
|---|---|
| Median length | 32 |
| Mean length | 15.586813 |
| Min length | 1 |
Characters and Unicode
| Total characters | 24971695 |
|---|---|
| Distinct characters | 160 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 314396 ? |
|---|---|
| Unique (%) | 19.6% |
Sample
| 1st row | Project Manager |
|---|---|
| 2nd row | Surgical Technician |
| 3rd row | Team Leadern Customer Ops & Systems |
| 4th row | Systems Engineer |
| 5th row | Assistant Director - Human Resources |
| Value | Count | Frequency (%) |
| manager | 239065 | 7.3% |
| director | 61854 | 1.9% |
| sales | 56831 | 1.7% |
| assistant | 56386 | 1.7% |
| supervisor | 45918 | 1.4% |
| specialist | 43425 | 1.3% |
| teacher | 43380 | 1.3% |
| engineer | 41648 | 1.3% |
| senior | 41454 | 1.3% |
| analyst | 40728 | 1.3% |
| Other values (82815) | 2584673 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2676869 | 10.7% |
| r | 2151348 | 8.6% |
| a | 1949747 | 7.8% |
| 1802391 | 7.2% | |
| i | 1724884 | 6.9% |
| n | 1684663 | 6.7% |
| t | 1542856 | 6.2% |
| o | 1234681 | 4.9% |
| s | 1215422 | 4.9% |
| c | 1049633 | 4.2% |
| Other values (150) | 7939201 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 24971695 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2676869 | 10.7% |
| r | 2151348 | 8.6% |
| a | 1949747 | 7.8% |
| 1802391 | 7.2% | |
| i | 1724884 | 6.9% |
| n | 1684663 | 6.7% |
| t | 1542856 | 6.2% |
| o | 1234681 | 4.9% |
| s | 1215422 | 4.9% |
| c | 1049633 | 4.2% |
| Other values (150) | 7939201 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 24971695 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2676869 | 10.7% |
| r | 2151348 | 8.6% |
| a | 1949747 | 7.8% |
| 1802391 | 7.2% | |
| i | 1724884 | 6.9% |
| n | 1684663 | 6.7% |
| t | 1542856 | 6.2% |
| o | 1234681 | 4.9% |
| s | 1215422 | 4.9% |
| c | 1049633 | 4.2% |
| Other values (150) | 7939201 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 24971695 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2676869 | 10.7% |
| r | 2151348 | 8.6% |
| a | 1949747 | 7.8% |
| 1802391 | 7.2% | |
| i | 1724884 | 6.9% |
| n | 1684663 | 6.7% |
| t | 1542856 | 6.2% |
| o | 1234681 | 4.9% |
| s | 1215422 | 4.9% |
| c | 1049633 | 4.2% |
| Other values (150) | 7939201 |
fico_range_high
Real number (ℝ)
| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 701.16961 |
| Minimum | 664 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 664 |
|---|---|
| 5-th percentile | 664 |
| Q1 | 674 |
| median | 694 |
| Q3 | 719 |
| 95-th percentile | 769 |
| Maximum | 850 |
| Range | 186 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 32.469936 |
|---|---|
| Coefficient of variation (CV) | 0.046308247 |
| Kurtosis | 1.5546435 |
| Mean | 701.16961 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.2606512 |
| Sum | 1.2085542 × 109 |
| Variance | 1054.2967 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 664 | 150527 | 8.7% |
| 674 | 145804 | 8.5% |
| 669 | 145274 | 8.4% |
| 684 | 130463 | 7.6% |
| 679 | 130351 | 7.6% |
| 689 | 114602 | 6.6% |
| 694 | 111721 | 6.5% |
| 699 | 100380 | 5.8% |
| 704 | 93685 | 5.4% |
| 709 | 85096 | 4.9% |
| Other values (28) | 515723 |
| Value | Count | Frequency (%) |
| 664 | 150527 | |
| 669 | 145274 | |
| 674 | 145804 | |
| 679 | 130351 | |
| 684 | 130463 | |
| 689 | 114602 | |
| 694 | 111721 | |
| 699 | 100380 | |
| 704 | 93685 | |
| 709 | 85096 |
| Value | Count | Frequency (%) |
| 850 | 294 | < 0.1% |
| 844 | 384 | < 0.1% |
| 839 | 598 | < 0.1% |
| 834 | 1039 | 0.1% |
| 829 | 1552 | 0.1% |
| 824 | 2072 | 0.1% |
| 819 | 2828 | |
| 814 | 3354 | |
| 809 | 4694 | |
| 804 | 5511 |
fico_range_low
Real number (ℝ)
| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 697.16944 |
| Minimum | 660 |
|---|---|
| Maximum | 845 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 660 |
|---|---|
| 5-th percentile | 660 |
| Q1 | 670 |
| median | 690 |
| Q3 | 715 |
| 95-th percentile | 765 |
| Maximum | 845 |
| Range | 185 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 32.469156 |
|---|---|
| Coefficient of variation (CV) | 0.046572834 |
| Kurtosis | 1.5531038 |
| Mean | 697.16944 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.2604289 |
| Sum | 1.2016594 × 109 |
| Variance | 1054.2461 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 660 | 150527 | 8.7% |
| 670 | 145804 | 8.5% |
| 665 | 145274 | 8.4% |
| 680 | 130463 | 7.6% |
| 675 | 130351 | 7.6% |
| 685 | 114602 | 6.6% |
| 690 | 111721 | 6.5% |
| 695 | 100380 | 5.8% |
| 700 | 93685 | 5.4% |
| 705 | 85096 | 4.9% |
| Other values (28) | 515723 |
| Value | Count | Frequency (%) |
| 660 | 150527 | |
| 665 | 145274 | |
| 670 | 145804 | |
| 675 | 130351 | |
| 680 | 130463 | |
| 685 | 114602 | |
| 690 | 111721 | |
| 695 | 100380 | |
| 700 | 93685 | |
| 705 | 85096 |
| Value | Count | Frequency (%) |
| 845 | 294 | < 0.1% |
| 840 | 384 | < 0.1% |
| 835 | 598 | < 0.1% |
| 830 | 1039 | 0.1% |
| 825 | 1552 | 0.1% |
| 820 | 2072 | 0.1% |
| 815 | 2828 | |
| 810 | 3354 | |
| 805 | 4694 | |
| 800 | 5511 |
grade
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.8 MiB |
| B | |
|---|---|
| C | |
| A | |
| D | |
| E | |
| Other values (2) | 43426 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1723626 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B |
|---|---|
| 2nd row | B |
| 3rd row | B |
| 4th row | A |
| 5th row | B |
Common Values
| Value | Count | Frequency (%) |
| B | 505036 | |
| C | 491944 | |
| A | 318334 | |
| D | 257183 | |
| E | 107703 | 6.2% |
| F | 33821 | 2.0% |
| G | 9605 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| b | 505036 | |
| c | 491944 | |
| a | 318334 | |
| d | 257183 | |
| e | 107703 | 6.2% |
| f | 33821 | 2.0% |
| g | 9605 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 505036 | |
| C | 491944 | |
| A | 318334 | |
| D | 257183 | |
| E | 107703 | 6.2% |
| F | 33821 | 2.0% |
| G | 9605 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1723626 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 505036 | |
| C | 491944 | |
| A | 318334 | |
| D | 257183 | |
| E | 107703 | 6.2% |
| F | 33821 | 2.0% |
| G | 9605 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1723626 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 505036 | |
| C | 491944 | |
| A | 318334 | |
| D | 257183 | |
| E | 107703 | 6.2% |
| F | 33821 | 2.0% |
| G | 9605 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1723626 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 505036 | |
| C | 491944 | |
| A | 318334 | |
| D | 257183 | |
| E | 107703 | 6.2% |
| F | 33821 | 2.0% |
| G | 9605 | 0.6% |
home_ownership
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.8 MiB |
| MORTGAGE | |
|---|---|
| RENT | |
| OWN | |
| ANY | 1178 |
| NONE | 44 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.86794 |
| Min length | 3 |
Characters and Unicode
| Total characters | 10114134 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RENT |
|---|---|
| 2nd row | MORTGAGE |
| 3rd row | OWN |
| 4th row | MORTGAGE |
| 5th row | RENT |
Common Values
| Value | Count | Frequency (%) |
| MORTGAGE | 853277 | |
| RENT | 676739 | |
| OWN | 192344 | 11.2% |
| ANY | 1178 | 0.1% |
| NONE | 44 | < 0.1% |
| OTHER | 44 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mortgage | 853277 | |
| rent | 676739 | |
| own | 192344 | 11.2% |
| any | 1178 | 0.1% |
| none | 44 | < 0.1% |
| other | 44 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 1706554 | |
| E | 1530104 | |
| R | 1530060 | |
| T | 1530060 | |
| O | 1045709 | |
| N | 870349 | |
| A | 854455 | |
| M | 853277 | |
| W | 192344 | 1.9% |
| Y | 1178 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10114134 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 1706554 | |
| E | 1530104 | |
| R | 1530060 | |
| T | 1530060 | |
| O | 1045709 | |
| N | 870349 | |
| A | 854455 | |
| M | 853277 | |
| W | 192344 | 1.9% |
| Y | 1178 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10114134 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 1706554 | |
| E | 1530104 | |
| R | 1530060 | |
| T | 1530060 | |
| O | 1045709 | |
| N | 870349 | |
| A | 854455 | |
| M | 853277 | |
| W | 192344 | 1.9% |
| Y | 1178 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10114134 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 1706554 | |
| E | 1530104 | |
| R | 1530060 | |
| T | 1530060 | |
| O | 1045709 | |
| N | 870349 | |
| A | 854455 | |
| M | 853277 | |
| W | 192344 | 1.9% |
| Y | 1178 | < 0.1% |
inq_last_6mths
Real number (ℝ)
ZEROS 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.60783836 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 1022454 |
| Zeros (%) | 59.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.89797356 |
|---|---|
| Coefficient of variation (CV) | 1.477323 |
| Kurtosis | 3.5514995 |
| Mean | 0.60783836 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7561808 |
| Sum | 1047686 |
| Variance | 0.80635652 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1022454 | |
| 1 | 461303 | |
| 2 | 161656 | 9.4% |
| 3 | 56813 | 3.3% |
| 4 | 15236 | 0.9% |
| 5 | 5301 | 0.3% |
| 6 | 859 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1022454 | |
| 1 | 461303 | |
| 2 | 161656 | 9.4% |
| 3 | 56813 | 3.3% |
| 4 | 15236 | 0.9% |
| 5 | 5301 | 0.3% |
| 6 | 859 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 3 | < 0.1% |
| 6 | 859 | < 0.1% |
| 5 | 5301 | 0.3% |
| 4 | 15236 | 0.9% |
| 3 | 56813 | 3.3% |
| 2 | 161656 | 9.4% |
| 1 | 461303 | |
| 0 | 1022454 |
installment
Real number (ℝ)
| Distinct | 87955 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 445.03 |
| Minimum | 4.93 |
|---|---|
| Maximum | 1719.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 4.93 |
|---|---|
| 5-th percentile | 110.33 |
| Q1 | 251.19 |
| median | 377.41 |
| Q3 | 591.4 |
| 95-th percentile | 986.47 |
| Maximum | 1719.83 |
| Range | 1714.9 |
| Interquartile range (IQR) | 340.21 |
Descriptive statistics
| Standard deviation | 267.16719 |
|---|---|
| Coefficient of variation (CV) | 0.60033523 |
| Kurtosis | 0.70471138 |
| Mean | 445.03 |
| Median Absolute Deviation (MAD) | 157.65 |
| Skewness | 1.0068004 |
| Sum | 7.6706528 × 108 |
| Variance | 71378.307 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 301.15 | 3609 | 0.2% |
| 332.1 | 3293 | 0.2% |
| 327.34 | 3280 | 0.2% |
| 361.38 | 2977 | 0.2% |
| 451.73 | 2613 | 0.2% |
| 602.3 | 2591 | 0.2% |
| 329.72 | 2318 | 0.1% |
| 318.79 | 2281 | 0.1% |
| 312.86 | 2181 | 0.1% |
| 392.81 | 2168 | 0.1% |
| Other values (87945) | 1696315 |
| Value | Count | Frequency (%) |
| 4.93 | 1 | |
| 7.61 | 1 | |
| 14.01 | 1 | |
| 14.77 | 1 | |
| 19.4 | 1 | |
| 20.11 | 1 | |
| 23.26 | 1 | |
| 23.36 | 1 | |
| 25.81 | 1 | |
| 25.86 | 1 |
| Value | Count | Frequency (%) |
| 1719.83 | 2 | < 0.1% |
| 1717.63 | 1 | < 0.1% |
| 1715.42 | 2 | < 0.1% |
| 1714.54 | 5 | |
| 1691.28 | 2 | < 0.1% |
| 1676.23 | 2 | < 0.1% |
| 1671.88 | 2 | < 0.1% |
| 1670.15 | 1 | < 0.1% |
| 1664.57 | 1 | < 0.1% |
| 1647.03 | 1 | < 0.1% |
int_rate
Real number (ℝ)
| Distinct | 395 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13186785 |
| Minimum | 0.0531 |
|---|---|
| Maximum | 0.3099 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 0.0531 |
|---|---|
| 5-th percentile | 0.0649 |
| Q1 | 0.0949 |
| median | 0.1269 |
| Q3 | 0.1601 |
| 95-th percentile | 0.2235 |
| Maximum | 0.3099 |
| Range | 0.2568 |
| Interquartile range (IQR) | 0.0652 |
Descriptive statistics
| Standard deviation | 0.048386808 |
|---|---|
| Coefficient of variation (CV) | 0.36693406 |
| Kurtosis | 0.50430623 |
| Mean | 0.13186785 |
| Median Absolute Deviation (MAD) | 0.0325 |
| Skewness | 0.74298971 |
| Sum | 227290.86 |
| Variance | 0.0023412832 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1099 | 41298 | 2.4% |
| 0.1199 | 40799 | 2.4% |
| 0.0532 | 38914 | 2.3% |
| 0.1399 | 34642 | 2.0% |
| 0.1299 | 27678 | 1.6% |
| 0.0789 | 27379 | 1.6% |
| 0.0917 | 26922 | 1.6% |
| 0.1699 | 26422 | 1.5% |
| 0.1149 | 26326 | 1.5% |
| 0.1561 | 24259 | 1.4% |
| Other values (385) | 1408987 |
| Value | Count | Frequency (%) |
| 0.0531 | 3294 | 0.2% |
| 0.0532 | 38914 | |
| 0.0593 | 1809 | 0.1% |
| 0.06 | 575 | < 0.1% |
| 0.0603 | 9250 | 0.5% |
| 0.0607 | 2223 | 0.1% |
| 0.0608 | 2937 | 0.2% |
| 0.0611 | 3834 | 0.2% |
| 0.0619 | 1314 | 0.1% |
| 0.0624 | 7456 | 0.4% |
| Value | Count | Frequency (%) |
| 0.3099 | 579 | |
| 0.3094 | 500 | |
| 0.3089 | 480 | |
| 0.3084 | 511 | |
| 0.3079 | 1049 | |
| 0.3075 | 714 | |
| 0.3074 | 314 | < 0.1% |
| 0.3065 | 638 | |
| 0.3049 | 348 | < 0.1% |
| 0.3017 | 775 |
issue_d
Date
| Distinct | 96 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.3 MiB |
| Minimum | 2012-08-01 00:00:00 |
|---|---|
| Maximum | 2020-09-01 00:00:00 |
last_fico_range_high
Real number (ℝ)
| Distinct | 72 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 678.56434 |
| Minimum | 0 |
|---|---|
| Maximum | 850 |
| Zeros | 178 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 519 |
| Q1 | 624 |
| median | 694 |
| Q3 | 739 |
| 95-th percentile | 799 |
| Maximum | 850 |
| Range | 850 |
| Interquartile range (IQR) | 115 |
Descriptive statistics
| Standard deviation | 82.521206 |
|---|---|
| Coefficient of variation (CV) | 0.12161147 |
| Kurtosis | -0.096922495 |
| Mean | 678.56434 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | -0.55267549 |
| Sum | 1.1695911 × 109 |
| Variance | 6809.7495 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 709 | 52576 | 3.1% |
| 694 | 52004 | 3.0% |
| 714 | 51829 | 3.0% |
| 699 | 51696 | 3.0% |
| 704 | 51590 | 3.0% |
| 719 | 51275 | 3.0% |
| 724 | 49743 | 2.9% |
| 684 | 47392 | 2.7% |
| 689 | 46898 | 2.7% |
| 499 | 46074 | 2.7% |
| Other values (62) | 1222549 |
| Value | Count | Frequency (%) |
| 0 | 178 | < 0.1% |
| 499 | 46074 | |
| 504 | 9844 | 0.6% |
| 509 | 10503 | 0.6% |
| 514 | 11848 | 0.7% |
| 519 | 12131 | 0.7% |
| 524 | 13700 | 0.8% |
| 529 | 13441 | 0.8% |
| 534 | 15212 | 0.9% |
| 539 | 15271 | 0.9% |
| Value | Count | Frequency (%) |
| 850 | 354 | < 0.1% |
| 844 | 847 | < 0.1% |
| 839 | 1591 | 0.1% |
| 834 | 3157 | 0.2% |
| 829 | 5231 | 0.3% |
| 824 | 6753 | |
| 819 | 9793 | |
| 814 | 11379 | |
| 809 | 14106 | |
| 804 | 16641 |
last_fico_range_low
Real number (ℝ)
ZEROS 
| Distinct | 71 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 661.33278 |
| Minimum | 0 |
|---|---|
| Maximum | 845 |
| Zeros | 46252 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 515 |
| Q1 | 620 |
| median | 690 |
| Q3 | 735 |
| 95-th percentile | 795 |
| Maximum | 845 |
| Range | 845 |
| Interquartile range (IQR) | 115 |
Descriptive statistics
| Standard deviation | 133.9242 |
|---|---|
| Coefficient of variation (CV) | 0.20250652 |
| Kurtosis | 13.21953 |
| Mean | 661.33278 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | -3.1831876 |
| Sum | 1.1398904 × 109 |
| Variance | 17935.69 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 705 | 52576 | 3.1% |
| 690 | 52004 | 3.0% |
| 710 | 51829 | 3.0% |
| 695 | 51696 | 3.0% |
| 700 | 51590 | 3.0% |
| 715 | 51275 | 3.0% |
| 720 | 49743 | 2.9% |
| 680 | 47392 | 2.7% |
| 685 | 46898 | 2.7% |
| 0 | 46252 | 2.7% |
| Other values (61) | 1222371 |
| Value | Count | Frequency (%) |
| 0 | 46252 | |
| 500 | 9844 | 0.6% |
| 505 | 10503 | 0.6% |
| 510 | 11848 | 0.7% |
| 515 | 12131 | 0.7% |
| 520 | 13700 | 0.8% |
| 525 | 13441 | 0.8% |
| 530 | 15212 | 0.9% |
| 535 | 15271 | 0.9% |
| 540 | 17076 | 1.0% |
| Value | Count | Frequency (%) |
| 845 | 354 | < 0.1% |
| 840 | 847 | < 0.1% |
| 835 | 1591 | 0.1% |
| 830 | 3157 | 0.2% |
| 825 | 5231 | 0.3% |
| 820 | 6753 | |
| 815 | 9793 | |
| 810 | 11379 | |
| 805 | 14106 | |
| 800 | 16641 |
loan_amnt
Real number (ℝ)
| Distinct | 1561 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14760.653 |
| Minimum | 1000 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 3200 |
| Q1 | 8000 |
| median | 12300 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 8988.3744 |
|---|---|
| Coefficient of variation (CV) | 0.60894153 |
| Kurtosis | -0.092056105 |
| Mean | 14760.653 |
| Median Absolute Deviation (MAD) | 5800 |
| Skewness | 0.7846035 |
| Sum | 2.5441845 × 1010 |
| Variance | 80790874 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 135539 | 7.9% |
| 20000 | 94864 | 5.5% |
| 15000 | 91914 | 5.3% |
| 12000 | 91430 | 5.3% |
| 35000 | 65192 | 3.8% |
| 5000 | 64124 | 3.7% |
| 8000 | 59372 | 3.4% |
| 6000 | 56016 | 3.2% |
| 16000 | 48573 | 2.8% |
| 25000 | 46861 | 2.7% |
| Other values (1551) | 969741 |
| Value | Count | Frequency (%) |
| 1000 | 7535 | |
| 1025 | 29 | < 0.1% |
| 1050 | 43 | < 0.1% |
| 1075 | 20 | < 0.1% |
| 1100 | 216 | < 0.1% |
| 1125 | 36 | < 0.1% |
| 1150 | 33 | < 0.1% |
| 1175 | 14 | < 0.1% |
| 1200 | 2964 | 0.2% |
| 1225 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 17924 | |
| 39975 | 10 | < 0.1% |
| 39950 | 5 | < 0.1% |
| 39925 | 6 | < 0.1% |
| 39900 | 15 | < 0.1% |
| 39875 | 5 | < 0.1% |
| 39850 | 4 | < 0.1% |
| 39825 | 10 | < 0.1% |
| 39800 | 9 | < 0.1% |
| 39775 | 9 | < 0.1% |
loan_status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.8 MiB |
| Fully Paid | |
|---|---|
| Non-Performing |
Length
| Max length | 14 |
|---|---|
| Median length | 10 |
| Mean length | 10.804704 |
| Min length | 10 |
Characters and Unicode
| Total characters | 18623268 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fully Paid |
|---|---|
| 2nd row | Fully Paid |
| 3rd row | Fully Paid |
| 4th row | Fully Paid |
| 5th row | Fully Paid |
Common Values
| Value | Count | Frequency (%) |
| Fully Paid | 1376874 | |
| Non-Performing | 346752 | 20.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| fully | 1376874 | |
| paid | 1376874 | |
| non-performing | 346752 | 11.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 2753748 | |
| P | 1723626 | |
| i | 1723626 | |
| F | 1376874 | 7.4% |
| y | 1376874 | 7.4% |
| 1376874 | 7.4% | |
| a | 1376874 | 7.4% |
| d | 1376874 | 7.4% |
| u | 1376874 | 7.4% |
| r | 693504 | 3.7% |
| Other values (8) | 3467520 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 18623268 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 2753748 | |
| P | 1723626 | |
| i | 1723626 | |
| F | 1376874 | 7.4% |
| y | 1376874 | 7.4% |
| 1376874 | 7.4% | |
| a | 1376874 | 7.4% |
| d | 1376874 | 7.4% |
| u | 1376874 | 7.4% |
| r | 693504 | 3.7% |
| Other values (8) | 3467520 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 18623268 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 2753748 | |
| P | 1723626 | |
| i | 1723626 | |
| F | 1376874 | 7.4% |
| y | 1376874 | 7.4% |
| 1376874 | 7.4% | |
| a | 1376874 | 7.4% |
| d | 1376874 | 7.4% |
| u | 1376874 | 7.4% |
| r | 693504 | 3.7% |
| Other values (8) | 3467520 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 18623268 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 2753748 | |
| P | 1723626 | |
| i | 1723626 | |
| F | 1376874 | 7.4% |
| y | 1376874 | 7.4% |
| 1376874 | 7.4% | |
| a | 1376874 | 7.4% |
| d | 1376874 | 7.4% |
| u | 1376874 | 7.4% |
| r | 693504 | 3.7% |
| Other values (8) | 3467520 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.8 MiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| home_improvement | |
| other | |
| major_purchase | 36821 |
| Other values (9) | 89651 |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 14.882855 |
| Min length | 3 |
Characters and Unicode
| Total characters | 25652475 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | debt_consolidation |
|---|---|
| 2nd row | home_improvement |
| 3rd row | debt_consolidation |
| 4th row | debt_consolidation |
| 5th row | debt_consolidation |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 992526 | |
| credit_card | 390604 | 22.7% |
| home_improvement | 112479 | 6.5% |
| other | 101545 | 5.9% |
| major_purchase | 36821 | 2.1% |
| medical | 20170 | 1.2% |
| car | 17095 | 1.0% |
| small_business | 16957 | 1.0% |
| vacation | 11825 | 0.7% |
| moving | 11594 | 0.7% |
| Other values (4) | 12010 | 0.7% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 992526 | |
| credit_card | 390604 | 22.7% |
| home_improvement | 112479 | 6.5% |
| other | 101545 | 5.9% |
| major_purchase | 36821 | 2.1% |
| medical | 20170 | 1.2% |
| car | 17095 | 1.0% |
| small_business | 16957 | 1.0% |
| vacation | 11825 | 0.7% |
| moving | 11594 | 0.7% |
| Other values (4) | 12010 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 3374406 | |
| d | 2788164 | |
| t | 2601507 | |
| i | 2549549 | |
| n | 2140893 | |
| e | 1912306 | |
| c | 1859647 | |
| _ | 1550446 | 6.0% |
| a | 1535707 | 6.0% |
| s | 1107258 | 4.3% |
| Other values (12) | 4232592 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 25652475 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 3374406 | |
| d | 2788164 | |
| t | 2601507 | |
| i | 2549549 | |
| n | 2140893 | |
| e | 1912306 | |
| c | 1859647 | |
| _ | 1550446 | 6.0% |
| a | 1535707 | 6.0% |
| s | 1107258 | 4.3% |
| Other values (12) | 4232592 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 25652475 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 3374406 | |
| d | 2788164 | |
| t | 2601507 | |
| i | 2549549 | |
| n | 2140893 | |
| e | 1912306 | |
| c | 1859647 | |
| _ | 1550446 | 6.0% |
| a | 1535707 | 6.0% |
| s | 1107258 | 4.3% |
| Other values (12) | 4232592 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 25652475 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 3374406 | |
| d | 2788164 | |
| t | 2601507 | |
| i | 2549549 | |
| n | 2140893 | |
| e | 1912306 | |
| c | 1859647 | |
| _ | 1550446 | 6.0% |
| a | 1535707 | 6.0% |
| s | 1107258 | 4.3% |
| Other values (12) | 4232592 |
revol_bal
Real number (ℝ)
| Distinct | 92466 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16487.053 |
| Minimum | 0 |
|---|---|
| Maximum | 2904836 |
| Zeros | 6602 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1701 |
| Q1 | 5972 |
| median | 11219 |
| Q3 | 19980 |
| 95-th percentile | 44335 |
| Maximum | 2904836 |
| Range | 2904836 |
| Interquartile range (IQR) | 14008 |
Descriptive statistics
| Standard deviation | 22643.897 |
|---|---|
| Coefficient of variation (CV) | 1.3734351 |
| Kurtosis | 589.10068 |
| Mean | 16487.053 |
| Median Absolute Deviation (MAD) | 6237 |
| Skewness | 12.648816 |
| Sum | 2.8417513 × 1010 |
| Variance | 5.1274607 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6602 | 0.4% |
| 8 | 170 | < 0.1% |
| 6312 | 134 | < 0.1% |
| 5453 | 131 | < 0.1% |
| 2 | 128 | < 0.1% |
| 5891 | 123 | < 0.1% |
| 5232 | 123 | < 0.1% |
| 5849 | 123 | < 0.1% |
| 6118 | 122 | < 0.1% |
| 5570 | 122 | < 0.1% |
| Other values (92456) | 1715848 |
| Value | Count | Frequency (%) |
| 0 | 6602 | |
| 1 | 91 | < 0.1% |
| 2 | 128 | < 0.1% |
| 3 | 116 | < 0.1% |
| 4 | 112 | < 0.1% |
| 5 | 107 | < 0.1% |
| 6 | 113 | < 0.1% |
| 7 | 94 | < 0.1% |
| 8 | 170 | < 0.1% |
| 9 | 112 | < 0.1% |
| Value | Count | Frequency (%) |
| 2904836 | 1 | |
| 2568995 | 1 | |
| 2560703 | 1 | |
| 1746716 | 1 | |
| 1743266 | 1 | |
| 1696796 | 1 | |
| 1470945 | 1 | |
| 1392002 | 1 | |
| 1298783 | 1 | |
| 1190046 | 1 |
revol_util
Real number (ℝ)
| Distinct | 1302 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50486359 |
| Minimum | 0 |
|---|---|
| Maximum | 3.666 |
| Zeros | 8029 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.096 |
| Q1 | 0.318 |
| median | 0.505 |
| Q3 | 0.694 |
| 95-th percentile | 0.91 |
| Maximum | 3.666 |
| Range | 3.666 |
| Interquartile range (IQR) | 0.376 |
Descriptive statistics
| Standard deviation | 0.24626981 |
|---|---|
| Coefficient of variation (CV) | 0.48779475 |
| Kurtosis | -0.80767585 |
| Mean | 0.50486359 |
| Median Absolute Deviation (MAD) | 0.188 |
| Skewness | -0.011133263 |
| Sum | 870196.02 |
| Variance | 0.060648819 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8029 | 0.5% |
| 0.48 | 3358 | 0.2% |
| 0.57 | 3346 | 0.2% |
| 0.58 | 3314 | 0.2% |
| 0.59 | 3313 | 0.2% |
| 0.53 | 3298 | 0.2% |
| 0.61 | 3277 | 0.2% |
| 0.55 | 3246 | 0.2% |
| 0.54 | 3228 | 0.2% |
| 0.46 | 3216 | 0.2% |
| Other values (1292) | 1686001 |
| Value | Count | Frequency (%) |
| 0 | 8029 | |
| 0.001 | 1329 | 0.1% |
| 0.002 | 1089 | 0.1% |
| 0.003 | 1000 | 0.1% |
| 0.004 | 880 | 0.1% |
| 0.005 | 833 | < 0.1% |
| 0.006 | 763 | < 0.1% |
| 0.007 | 740 | < 0.1% |
| 0.008 | 727 | < 0.1% |
| 0.009 | 705 | < 0.1% |
| Value | Count | Frequency (%) |
| 3.666 | 1 | |
| 1.93 | 1 | |
| 1.846 | 1 | |
| 1.828 | 1 | |
| 1.803 | 1 | |
| 1.777 | 1 | |
| 1.72 | 1 | |
| 1.669 | 1 | |
| 1.658 | 1 | |
| 1.62 | 1 |
sub_grade
Categorical
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.8 MiB |
| C1 | 109536 |
|---|---|
| B4 | 107459 |
| B5 | 107087 |
| B3 | 100642 |
| C2 | 100128 |
| Other values (30) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3447252 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B2 |
|---|---|
| 2nd row | B2 |
| 3rd row | B2 |
| 4th row | A3 |
| 5th row | B4 |
Common Values
| Value | Count | Frequency (%) |
| C1 | 109536 | 6.4% |
| B4 | 107459 | 6.2% |
| B5 | 107087 | 6.2% |
| B3 | 100642 | 5.8% |
| C2 | 100128 | 5.8% |
| C3 | 97262 | 5.6% |
| C4 | 96530 | 5.6% |
| B2 | 95260 | 5.5% |
| B1 | 94588 | 5.5% |
| C5 | 88488 | 5.1% |
| Other values (25) | 726646 |
Length
| Value | Count | Frequency (%) |
| c1 | 109536 | 6.4% |
| b4 | 107459 | 6.2% |
| b5 | 107087 | 6.2% |
| b3 | 100642 | 5.8% |
| c2 | 100128 | 5.8% |
| c3 | 97262 | 5.6% |
| c4 | 96530 | 5.6% |
| b2 | 95260 | 5.5% |
| b1 | 94588 | 5.5% |
| c5 | 88488 | 5.1% |
| Other values (25) | 726646 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 505036 | |
| C | 491944 | |
| 1 | 372403 | |
| 4 | 343145 | |
| 2 | 339603 | |
| 5 | 338462 | |
| 3 | 330013 | |
| A | 318334 | |
| D | 257183 | |
| E | 107703 | 3.1% |
| Other values (2) | 43426 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3447252 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 505036 | |
| C | 491944 | |
| 1 | 372403 | |
| 4 | 343145 | |
| 2 | 339603 | |
| 5 | 338462 | |
| 3 | 330013 | |
| A | 318334 | |
| D | 257183 | |
| E | 107703 | 3.1% |
| Other values (2) | 43426 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3447252 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 505036 | |
| C | 491944 | |
| 1 | 372403 | |
| 4 | 343145 | |
| 2 | 339603 | |
| 5 | 338462 | |
| 3 | 330013 | |
| A | 318334 | |
| D | 257183 | |
| E | 107703 | 3.1% |
| Other values (2) | 43426 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3447252 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 505036 | |
| C | 491944 | |
| 1 | 372403 | |
| 4 | 343145 | |
| 2 | 339603 | |
| 5 | 338462 | |
| 3 | 330013 | |
| A | 318334 | |
| D | 257183 | |
| E | 107703 | 3.1% |
| Other values (2) | 43426 | 1.3% |
term
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.8 MiB |
| 36 months | |
|---|---|
| 60 months |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 17236260 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 36 months |
| 3rd row | 36 months |
| 4th row | 36 months |
| 5th row | 36 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 1284233 | |
| 60 months | 439393 | 25.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| months | 1723626 | |
| 36 | 1284233 | |
| 60 | 439393 | 12.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3447252 | ||
| 6 | 1723626 | |
| m | 1723626 | |
| o | 1723626 | |
| n | 1723626 | |
| t | 1723626 | |
| h | 1723626 | |
| s | 1723626 | |
| 3 | 1284233 | 7.5% |
| 0 | 439393 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17236260 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3447252 | ||
| 6 | 1723626 | |
| m | 1723626 | |
| o | 1723626 | |
| n | 1723626 | |
| t | 1723626 | |
| h | 1723626 | |
| s | 1723626 | |
| 3 | 1284233 | 7.5% |
| 0 | 439393 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17236260 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3447252 | ||
| 6 | 1723626 | |
| m | 1723626 | |
| o | 1723626 | |
| n | 1723626 | |
| t | 1723626 | |
| h | 1723626 | |
| s | 1723626 | |
| 3 | 1284233 | 7.5% |
| 0 | 439393 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17236260 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3447252 | ||
| 6 | 1723626 | |
| m | 1723626 | |
| o | 1723626 | |
| n | 1723626 | |
| t | 1723626 | |
| h | 1723626 | |
| s | 1723626 | |
| 3 | 1284233 | 7.5% |
| 0 | 439393 | 2.5% |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.8 MiB |
| Source Verified | |
|---|---|
| Not Verified | |
| Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 12.049027 |
| Min length | 8 |
Characters and Unicode
| Total characters | 20768016 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Verified |
|---|---|
| 2nd row | Source Verified |
| 3rd row | Verified |
| 4th row | Not Verified |
| 5th row | Not Verified |
Common Values
| Value | Count | Frequency (%) |
| Source Verified | 688888 | |
| Not Verified | 539198 | |
| Verified | 495540 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| verified | 1723626 | |
| source | 688888 | 23.3% |
| not | 539198 | 18.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 4136140 | |
| i | 3447252 | |
| r | 2412514 | |
| V | 1723626 | |
| f | 1723626 | |
| d | 1723626 | |
| o | 1228086 | 5.9% |
| 1228086 | 5.9% | |
| S | 688888 | 3.3% |
| u | 688888 | 3.3% |
| Other values (3) | 1767284 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20768016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 4136140 | |
| i | 3447252 | |
| r | 2412514 | |
| V | 1723626 | |
| f | 1723626 | |
| d | 1723626 | |
| o | 1228086 | 5.9% |
| 1228086 | 5.9% | |
| S | 688888 | 3.3% |
| u | 688888 | 3.3% |
| Other values (3) | 1767284 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20768016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 4136140 | |
| i | 3447252 | |
| r | 2412514 | |
| V | 1723626 | |
| f | 1723626 | |
| d | 1723626 | |
| o | 1228086 | 5.9% |
| 1228086 | 5.9% | |
| S | 688888 | 3.3% |
| u | 688888 | 3.3% |
| Other values (3) | 1767284 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20768016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 4136140 | |
| i | 3447252 | |
| r | 2412514 | |
| V | 1723626 | |
| f | 1723626 | |
| d | 1723626 | |
| o | 1228086 | 5.9% |
| 1228086 | 5.9% | |
| S | 688888 | 3.3% |
| u | 688888 | 3.3% |
| Other values (3) | 1767284 |
| addr_state | annual_inc | application_type | avg_cur_bal | bc_util | chargeoff_within_12_mths | delinq_2yrs | dti | emp_length | emp_title | fico_range_high | fico_range_low | grade | home_ownership | inq_last_6mths | installment | int_rate | issue_d | last_fico_range_high | last_fico_range_low | loan_amnt | loan_status | purpose | revol_bal | revol_util | sub_grade | term | verification_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42536 | NC | 60000.0 | Individual | 476.0 | 15.9 | 0.0 | 0.0 | 4.62 | 4 years | Project Manager | 724.0 | 720.0 | B | RENT | 1.0 | 392.81 | 0.1099 | 2013-12-01 | 569.0 | 565.0 | 12000.0 | Fully Paid | debt_consolidation | 7137.0 | 0.240 | B2 | 36 months | Not Verified |
| 42537 | TX | 39600.0 | Individual | 1379.0 | 16.1 | 0.0 | 0.0 | 2.49 | 2 years | Surgical Technician | 759.0 | 755.0 | B | MORTGAGE | 2.0 | 157.13 | 0.1099 | 2013-12-01 | 534.0 | 530.0 | 4800.0 | Fully Paid | home_improvement | 4136.0 | 0.161 | B2 | 36 months | Source Verified |
| 42538 | MI | 55000.0 | Individual | 9570.0 | 53.9 | 0.0 | 0.0 | 22.87 | 10+ years | Team Leadern Customer Ops & Systems | 734.0 | 730.0 | B | OWN | 0.0 | 885.46 | 0.1099 | 2013-12-01 | 834.0 | 830.0 | 27050.0 | Fully Paid | debt_consolidation | 36638.0 | 0.612 | B2 | 36 months | Verified |
| 42539 | TX | 96500.0 | Individual | 11783.0 | 83.5 | 0.0 | 0.0 | 12.61 | 3 years | Systems Engineer | 709.0 | 705.0 | A | MORTGAGE | 0.0 | 373.94 | 0.0762 | 2013-12-01 | 809.0 | 805.0 | 12000.0 | Fully Paid | debt_consolidation | 13248.0 | 0.557 | A3 | 36 months | Not Verified |
| 42540 | NC | 88000.0 | Individual | 2945.0 | 87.7 | 0.0 | 1.0 | 10.02 | 4 years | Assistant Director - Human Resources | 674.0 | 670.0 | B | RENT | 0.0 | 470.71 | 0.1285 | 2013-12-01 | 569.0 | 565.0 | 14000.0 | Fully Paid | debt_consolidation | 3686.0 | 0.819 | B4 | 36 months | Not Verified |
| 42541 | CT | 105000.0 | Individual | 26765.0 | 25.0 | 0.0 | 0.0 | 14.05 | 10+ years | MANAGER INFORMATION DELIVERY | 764.0 | 760.0 | A | MORTGAGE | 1.0 | 368.45 | 0.0662 | 2013-12-01 | 779.0 | 775.0 | 12000.0 | Fully Paid | debt_consolidation | 13168.0 | 0.216 | A2 | 36 months | Not Verified |
| 42542 | FL | 63000.0 | Individual | 38927.0 | 79.1 | 0.0 | 0.0 | 16.51 | 2 years | aircraft maintenance engineer | 674.0 | 670.0 | A | MORTGAGE | 0.0 | 476.30 | 0.0890 | 2013-12-01 | 749.0 | 745.0 | 15000.0 | Fully Paid | debt_consolidation | 11431.0 | 0.742 | A5 | 36 months | Not Verified |
| 42543 | CA | 28000.0 | Individual | 1440.0 | 96.0 | 0.0 | 0.0 | 8.40 | 3 years | Special Order Fulfillment Clerk | 664.0 | 660.0 | C | RENT | 0.0 | 266.34 | 0.1624 | 2013-12-01 | 634.0 | 630.0 | 7550.0 | Fully Paid | debt_consolidation | 5759.0 | 0.720 | C5 | 36 months | Not Verified |
| 42544 | CA | 325000.0 | Individual | 53306.0 | 67.1 | 0.0 | 0.0 | 18.55 | 5 years | Area Sales Manager | 749.0 | 745.0 | A | MORTGAGE | 1.0 | 872.52 | 0.0762 | 2013-12-01 | 789.0 | 785.0 | 28000.0 | Fully Paid | debt_consolidation | 29581.0 | 0.546 | A3 | 36 months | Source Verified |
| 42545 | CO | 130000.0 | Individual | 36362.0 | 93.0 | 0.0 | 0.0 | 13.03 | 10+ years | LTC | 719.0 | 715.0 | B | MORTGAGE | 1.0 | 398.52 | 0.1199 | 2013-12-01 | 714.0 | 710.0 | 12000.0 | Fully Paid | debt_consolidation | 10805.0 | 0.670 | B3 | 36 months | Source Verified |
| addr_state | annual_inc | application_type | avg_cur_bal | bc_util | chargeoff_within_12_mths | delinq_2yrs | dti | emp_length | emp_title | fico_range_high | fico_range_low | grade | home_ownership | inq_last_6mths | installment | int_rate | issue_d | last_fico_range_high | last_fico_range_low | loan_amnt | loan_status | purpose | revol_bal | revol_util | sub_grade | term | verification_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2856439 | CA | 60000.0 | Individual | 6463.0 | 71.2 | 0.0 | 0.0 | 28.34 | 10+ years | Housekeeping | 769.0 | 765.0 | B | RENT | 0.0 | 576.09 | 0.0944 | 2017-06-01 | 829.0 | 825.0 | 18000.0 | Fully Paid | debt_consolidation | 15316.0 | 0.417 | B1 | 36 months | Not Verified |
| 2856440 | NJ | 200000.0 | Individual | 71965.0 | 78.8 | 0.0 | 2.0 | 24.44 | 10+ years | OWNER | 694.0 | 690.0 | B | MORTGAGE | 0.0 | 980.89 | 0.1091 | 2017-06-01 | 734.0 | 730.0 | 30000.0 | Fully Paid | debt_consolidation | 39843.0 | 0.715 | B4 | 36 months | Verified |
| 2856442 | CO | 89000.0 | Individual | 27498.0 | 76.2 | 0.0 | 0.0 | 18.88 | 10+ years | Superintendent | 744.0 | 740.0 | A | MORTGAGE | 0.0 | 869.05 | 0.0735 | 2017-06-01 | 814.0 | 810.0 | 28000.0 | Fully Paid | debt_consolidation | 28422.0 | 0.534 | A4 | 36 months | Not Verified |
| 2856443 | KS | 180000.0 | Individual | 31465.0 | 94.8 | 0.0 | 0.0 | 16.54 | 10+ years | Partner | 709.0 | 705.0 | B | MORTGAGE | 0.0 | 251.68 | 0.0944 | 2017-06-01 | 739.0 | 735.0 | 12000.0 | Fully Paid | debt_consolidation | 28105.0 | 0.672 | B1 | 60 months | Source Verified |
| 2856444 | CA | 125000.0 | Individual | 4763.0 | 66.0 | 0.0 | 1.0 | 8.70 | 10+ years | associate advisor | 689.0 | 685.0 | A | RENT | 3.0 | 670.41 | 0.0735 | 2017-06-01 | 699.0 | 695.0 | 21600.0 | Fully Paid | credit_card | 28598.0 | 0.620 | A4 | 36 months | Verified |
| 2856447 | FL | 110000.0 | Individual | 25116.0 | 87.3 | 0.0 | 1.0 | 21.11 | 2 years | tech data author | 689.0 | 685.0 | C | MORTGAGE | 2.0 | 1094.12 | 0.1359 | 2017-06-01 | 684.0 | 680.0 | 32200.0 | Fully Paid | debt_consolidation | 31457.0 | 0.914 | C2 | 36 months | Verified |
| 2856449 | CA | 240000.0 | Individual | 62430.0 | 59.8 | 0.0 | 0.0 | 12.19 | 2 years | Vice President Quality | 729.0 | 725.0 | B | MORTGAGE | 1.0 | 1128.21 | 0.0993 | 2017-06-01 | 729.0 | 725.0 | 35000.0 | Fully Paid | credit_card | 44329.0 | 0.577 | B2 | 36 months | Source Verified |
| 2856450 | PA | 100000.0 | Individual | 58595.0 | 62.5 | 0.0 | 0.0 | 7.84 | 10+ years | Regional General Manager | 694.0 | 690.0 | A | MORTGAGE | 0.0 | 156.62 | 0.0797 | 2017-06-01 | 669.0 | 665.0 | 5000.0 | Fully Paid | major_purchase | 11750.0 | 0.527 | A5 | 36 months | Verified |
| 2856451 | OH | 40000.0 | Individual | 2360.0 | 33.4 | 0.0 | 0.0 | 25.86 | 10+ years | Clerk | 779.0 | 775.0 | B | RENT | 0.0 | 340.88 | 0.1042 | 2017-06-01 | 804.0 | 800.0 | 10500.0 | Fully Paid | credit_card | 13285.0 | 0.319 | B3 | 36 months | Source Verified |
| 2856452 | CA | 32000.0 | Individual | 2573.0 | 0.0 | 0.0 | 0.0 | 27.57 | NaN | NaN | 684.0 | 680.0 | B | OWN | 0.0 | 193.41 | 0.0993 | 2017-06-01 | 539.0 | 535.0 | 6000.0 | Non-Performing | debt_consolidation | 2855.0 | 0.127 | B2 | 36 months | Verified |